Proprietary AI Core
ProxyOS - The recruiting engine that thinks like a senior recruiter and works at the speed of code.
ProxyOS is VGM Partners' proprietary candidate sourcing and matching system. It translates a hiring brief into a deterministic, auditable plan - then executes that plan across verified data sources to surface candidates with the right technical depth, the right seniority, and a measurable likelihood of accepting your offer.
The Problem
Why this matters
The economics of senior technical hiring are brutal. A hiring manager who sits through five misaligned interviews has spent the equivalent of a week of senior engineering time - and the role is still open. Worse, the candidates who did match the brief have already accepted offers elsewhere. Conventional staffing models lose on both ends: too slow on the candidates who matter, and too generous on the ones who don't.
ProxyOS was built to fix that. It is not a chatbot, not a resume parser, and not a black-box recommendation engine. It is a deterministic compiler that turns your role brief into a reproducible sourcing and scoring plan - every step logged, every match explainable. The AI handles the parts AI is genuinely good at: pulling signal from GitHub commits, patents, regulatory filings, and employer-trajectory data at scale. Our recruiters handle the parts that require judgment: framing the role, interpreting the shortlist, and closing the candidate.
The result is shortlists that hiring managers actually want to interview, delivered in days rather than weeks, with markedly higher offer-acceptance rates - because the candidates we surface are not just qualified, they are moveable.
Process
How it works
Translate
Your hiring brief is parsed into a structured plan: required technical skills, seniority signals, target employer profiles, geography, and budget. The plan is validated against a deterministic ruleset before any sourcing begins - no guesswork, no surprises.
Discover
ProxyOS fans out across verified data sources to identify candidate populations: GitHub contribution graphs, patent inventor records, peer-reviewed publications, regulatory filings, and current employment data. Each candidate is anchored to a stable verified identity with a confidence score on every data join.
Enrich & Score
For each candidate, the engine pulls a full profile and applies a scoring matrix calibrated to your role: technical depth, seniority match, employer trajectory signals, and intent-to-move indicators. Candidates with low data confidence are automatically de-weighted.
Recruiter Hand-off
The shortlist arrives with a transparent reasoning trail - every candidate carries the signals that put them on the list and the gaps that didn't. From that point, our recruiters take over: qualification call, relationship, submission, close.
Data Sources
What ProxyOS reads
Code & Build Signal
Verified open-source contributions, repository depth, contribution consistency, technical specialization
Research & Publication Signal
Peer-reviewed papers, citation depth, conference history
Patent & IP Signal
Named inventor records on relevant technical domains
Employer Trajectory
Tenure patterns, current employer health, funding and headcount trends, role progression
Intent-to-Move Signal
Composite read across employer distress indicators, tenure sweet spots, and timing signals
Identity & Seniority Verification
Cross-referenced employment history, role tenure, title progression
Regulatory & Project Signal
For specialized verticals, named-on-filing verification of project-level work
Burnout & Availability Signal
Behavioral indicators distinguishing open-to-conversation candidates from heads-down passives
Contact Verification
Verified email and phone routing, gated to qualified candidates only
Transparency
Every shortlist comes with its receipts
Every candidate ProxyOS surfaces carries a complete reasoning trail: which signals fired, which weights were applied, which data sources were used, and what confidence each underlying data join was scored at. If a hiring manager asks "why is this person on the list?" - we have the answer, line by line. This isn't a feature bolted on after the fact; it is how the system was designed from first principles.
Boundaries
What ProxyOS does not do
The engine is a tool for our recruiters, not a replacement for them - and that boundary is intentional.
- Write candidate communications
- Auto-submit candidates to clients
- Narrate or summarize candidate profiles in language designed to sell
- Surface candidates without verifiable identity anchors
See ProxyOS run against a live brief.
Send us a role you're currently hiring for. We'll run it through ProxyOS and walk you through the resulting shortlist on a 30-minute call. No commitment, no obligation.